{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5306a3e8",
   "metadata": {},
   "source": [
    "## 多因子04单因子测试-20231025-单因子测试-Alphalens介绍\n",
    "\n",
    "https://www.wolai.com/stupidccl/qbAG9aJ2V7cAoxPbpogoZT<br>\n",
    "https://www.bilibili.com/video/BV16V411P7bx"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "e17ead75",
   "metadata": {},
   "source": [
    "### Alphalens介绍\n",
    "  ### Alphalens是什么\n",
    "  Alphalens是一个python库，用来分析一个因子预测未来收益的能力，可以验证并突出展示因子预测与未来收益之间的相关性。<br>\n",
    "  Alphalens是Quantopian公司旗下的开源利器之一，用于因子分析。<br>\n",
    "  GitHub - quantopian/alphalens: Performance analysis of predictive (alpha) stock factors<br>\n",
    "  https://github.com/quantopian/alphalens?spm=wolai.workspace.0.0.86d27e85qXe5j2\n",
    "  ![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12086104",
   "metadata": {},
   "source": [
    "### 为什么需要Alphalens，单靠回测不够吗？\n",
    "\n",
    "在投研环节，我们的兴趣点更多集中在因子的特征上，特征越清楚，我们越能有效地在交易中运用因子。<br>\n",
    "\n",
    "虽然回测可以模拟市场的细节（佣金、滑点、资产流动性等），为策略在实际交易中的表现给出逼真的预测，<br>\n",
    "但是它没有办法评估因子本身的特征和质量。<br>\n",
    "如果回测结果好，我们知道因子包含超额收益，但是不知道什么样的参数设置可以最大化超额收益。<br>\n",
    "\n",
    "如果回测结果不好则更糟，我们对因子不会有任何理解，既可能是参数设置不对，也可能是因子不行。<br>\n",
    "\n",
    "另一方面，如果使用Alphalens分析了因子，我们就会了解因子中是否存在超额收益，以及因子的最佳交易方式。<br>\n",
    "\n",
    "当上述信息齐备，便可以进入回测环节，来验证因子是否可用于交易、是否能克服佣金、滑点和流动性问题。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "879794dc",
   "metadata": {},
   "source": [
    "根据Alphalens的报告，我们可以回答下面这些问题：\n",
    "\n",
    "- 因子是否具有预测性？\n",
    "- 因子的预测性怎么样？\n",
    "- 因子在股票投资领域中表现是否符合一致性？\n",
    "- 应该做多哪些资产，做空哪些资产？\n",
    "- 应该使用什么权重策略：因子权重还是相同权重？\n",
    "- 持仓周期是多久？是否要每天或者每周调仓？\n",
    "- 不同的持仓周期中换手率是多少？\n",
    "- 因子是否在所有板块的表现都好？因子能否用于板块中性的策略？\n",
    "- 因子在不同的波动性、市场规模、资产价格、动量、市净率、贝塔风险敞口中表现如何？"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61ab080a",
   "metadata": {},
   "source": [
    "### 安装\n",
    "\n",
    "pip install -i https://pypi.tuna.tsinghua.edu.cn/simple alphalens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4387cd87",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b8f281d8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c72f8740",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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